Direct modulation on LPC coefficients with application to speech enhancement and improving the performance of speech recognition in noise. - Cuntai Guan; Yong Bin Chen; Boxiu Wu (ICASSP (2), 1993)

A space transformation approach for robust speech recognition in noisy environments. - Cuntai Guan; Shu-hung Leung; Wing Hong Lau (EUROSPEECH, 1997)

Data-driven Acoustic Modeling Approach for Chinese LVCSR. - Cuntai Guan; Haizhou Li 001; Baosheng Yuan; Zhiwei Lin (ISCSLP, 1998)

Optimization of Parameter Tying for Chinese Acoustic Modeling. - Baosheng Yuan; Cuntai Guan; Gareth Loudon; Haizhou Li 001 (ISCSLP, 1998)

Multilingual speech recognition with language identification. - Bin Ma 001; Cuntai Guan; Haizhou Li 001; Chin-Hui Lee 001 (INTERSPEECH, 2002)

Likelihood probability mismatch analysis and normalization in multilingual speech applications. - Bin Ma 001; Cuntai Guan; Haizhou Li 001 (ISCSLP, 2002)

Equivalent node-based speech grammar optimization. - Min Zhang 005; Cuntai Guan; Haizhou Li 001 (ISCSLP, 2002)

On unit analysis for Cantonese corpus-based TTS. - Jun Xu; Thomas Choy; Minghui Dong; Cuntai Guan; Haizhou Li 001 (INTERSPEECH, 2003)

High Accuracy Classification of EEG Signal. - Wenjie Xu; Cuntai Guan; Chng Eng Siong; S. Ranganatha; M. Thulasidas; Jiankang Wu (ICPR (2), 2004)

Electrocorticographic signal classification based on time-frequency decomposition and nonparametric statistical modeling. - Tran Huy Dat; Louis Shue; Cuntai Guan (EMBC, 2006)

A Semi-supervised SVM Learning Algorithm for Joint Feature Extraction and Classification in Brain Computer Interfaces. - Yuanqing Li 001; Cuntai Guan (EMBC, 2006)

An Effective BCI Speller Based on Semi-supervised Learning. - Huiqi Li; Yuanqing Li 001; Cuntai Guan (EMBC, 2006)

Media Communication Center Using Brain Computer Interface. - Eugene Teo; Alvin Huang; Yong Lian 001; Cuntai Guan; Yuanqing Li 001; Haihong Zhang (EMBC, 2006)

Analysis of Source Sparsity and Recoverability for SCA Based Blind Source Separation. - Yuanqing Li 001; Andrzej Cichocki; Shun-ichi Amari; Cuntai Guan (ICA, 2006)

A Kernel-based Signal Localization Method for NIRS Brain-computer Interfaces. - Haihong Zhang; Cuntai Guan (ICPR (1), 2006)

Signal processing for brain-computer interface: enhance feature extraction and classification. - Haihong Zhang; Cuntai Guan; Yuanqing Li 001 (ISCAS, 2006)

An Extended EM Algorithm for Joint Feature Extraction and Classification in Brain-Computer Interfaces. - Yuanqing Li 001; Cuntai Guan (Neural Comput., 2006)

Probability Estimation for Recoverability Analysis of Blind Source Separation Based on Sparse Representation. - Yuanqing Li 001; Shun-ichi Amari; Andrzej Cichocki; Cuntai Guan (IEEE Trans. Inf. Theory, 2006)

Feature Selection Based on Fisher Ratio and Mutual Information Analyses for Robust Brain Computer Interface. - Tran Huy Dat; Cuntai Guan (ICASSP (1), 2007)

A Self-Training Semi-Supervised Support Vector Machine Algorithm and its Applications in Brain Computer Interface. - Yuanqing Li 001; Huiqi Li; Cuntai Guan; Zhengyang Chin (ICASSP (1), 2007)

Brainy Communicator. - Haihong Zhang; Cuntai Guan; Chuanchu Wang (ICME, 2007)

Expectation-Maximization Method for EEG-Based Continuous Cursor Control. - Xiaoyuan Zhu; Cuntai Guan; Jiankang Wu; Yimin Cheng; Yixiao Wang (EURASIP J. Adv. Signal Process., 2007)

Controlling a Wheelchair Indoors Using Thought. - Brice Rebsamen; Etienne Burdet; Cuntai Guan; Haihong Zhang; Chee Leong Teo; Qiang Zeng; Christian Laugier; Marcelo H. Ang Jr. (IEEE Intell. Syst., 2007)

Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface. - Ranganatha Sitaram; Haihong Zhang; Cuntai Guan; Manoj Thulasidas; Yoko Hoshi; Akihiro Ishikawa; Koji Shimizu; Niels Birbaumer (NeuroImage, 2007)

Performance Evaluation and Fusion of Methods for Early Detection of Alzheimer Disease. - Brahim Hamadicharef; Cuntai Guan; Emmanuel C. Ifeachor; Nigel R. Hudson; Sunil Wimalaratna (BMEI (1), 2008)

HyFIS-Yager-gDIC: A Self-organizing Hybrid Neural Fuzzy Inference System Realizing Yager Inference. - Sau Wai Tung; Chai Quek; Cuntai Guan (ICONIP (1), 2008)

Subject-independent brain computer interface through boosting. - Shijian Lu; Cuntai Guan; Haihong Zhang (ICPR, 2008)

Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface. - Kai Keng Ang; Zhengyang Chin; Haihong Zhang; Cuntai Guan (IJCNN, 2008)

An EEG-based BCI system for 2D cursor control. - Yuanqing Li 001; Chuanchu Wang; Haihong Zhang; Cuntai Guan (IJCNN, 2008)

Learning adaptive subject-independent P300 models for EEG-based brain-computer interfaces. - Shijian Lu; Cuntai Guan; Haihong Zhang (IJCNN, 2008)

Joint feature re-extraction and classification using an iterative semi-supervised support vector machine algorithm. - Yuanqing Li 001; Cuntai Guan (Mach. Learn., 2008)

A self-training semi-supervised SVM algorithm and its application in an EEG-based brain computer interface speller system. - Yuanqing Li 001; Cuntai Guan; Huiqi Li; Zhengyang Chin (Pattern Recognit. Lett., 2008)

Asynchronous P300-Based Brain-Computer Interfaces: A Computational Approach With Statistical Models. - Haihong Zhang; Cuntai Guan; Chuanchu Wang (IEEE Trans. Biomed. Eng., 2008)

Equivalence Probability and Sparsity of Two Sparse Solutions in Sparse Representation. - Yuanqing Li 001; Andrzej Cichocki; Shun-ichi Amari; Shengli Xie; Cuntai Guan (IEEE Trans. Neural Networks, 2008)

T2-HyFIS-yager: Type 2 hybrid neural fuzzy inference system realizing yager inference. - Sau Wai Tung; Chai Quek; Cuntai Guan (FUZZ-IEEE, 2009)

Voxel selection in fMRI data analysis: A sparse representation method. - Yuanqing Li 001; Zhuliang Yu; Praneeth Namburi; Cuntai Guan (ICASSP, 2009)

Learning EEG-based Spectral-spatial Patterns for Attention Level Measurement. - Brahim Hamadicharef; Haihong Zhang; Cuntai Guan; Chuanchu Wang; Kok Soon Phua; Keng Peng Tee; Kai Keng Ang (ISCAS, 2009)

Discriminative FilterBank Selection and EEG Information Fusion for Brain Computer Interface. - Kavitha P. Thomas; Cuntai Guan; Chiew Tong Lau; A. Prasad Vinod 001 (ISCAS, 2009)

Voxel Selection in fMRI Data Analysis Based on Sparse Representation. - Yuanqing Li 001; Praneeth Namburi; Zhuliang Yu; Cuntai Guan; Jianfeng Feng; Zhenghui Gu (IEEE Trans. Biomed. Eng., 2009)

A New Discriminative Common Spatial Pattern Method for Motor Imagery Brain-Computer Interfaces. - Kavitha P. Thomas; Cuntai Guan; Chiew Tong Lau; A. Prasad Vinod 001; Kai Keng Ang (IEEE Trans. Biomed. Eng., 2009)

Learning from other subjects helps reducing Brain-Computer Interface calibration time. - Fabien Lotte; Cuntai Guan (ICASSP, 2010)

Towards optimum linear transformation under zero-mean Gaussian mixtures for detection of motor imagery EEG. - Haihong Zhang; Cuntai Guan; Chuanchu Wang (ICASSP, 2010)

A Brain-Computer Interface for Mental Arithmetic Task from Single-Trial Near-Infrared Spectroscopy Brain Signals. - Kai Keng Ang; Cuntai Guan; Kerry Lee 002; Jie Qi Lee; Shoko Nioka; Britton Chance (ICPR, 2010)

Spatially Regularized Common Spatial Patterns for EEG Classification. - Fabien Lotte; Cuntai Guan (ICPR, 2010)

A Covariate Shift Minimisation Method to Alleviate Non-stationarity Effects for an Adaptive Brain-Computer Interface. - Abdul Rehman Satti; Cuntai Guan; Damien Coyle; Girijesh Prasad (ICPR, 2010)

An Information Theoretic Linear Discriminant Analysis Method. - Haihong Zhang; Cuntai Guan; Kai Keng Ang (ICPR, 2010)

Application of rough set-based neuro-fuzzy system in NIRS-based BCI for assessing numerical cognition in classroom. - Kai Keng Ang; Cuntai Guan; Kerry Lee 002; Jie Qi Lee; Shoko Nioka; Britton Chance (IJCNN, 2010)

EEG signal separation for multi-class motor imagery using common spatial patterns based on Joint Approximate Diagonalization. - Sidath Ravindra Liyanage; Jian-Xin Xu 001; Cuntai Guan; Kai Keng Ang; Tong Heng Lee (IJCNN, 2010)

A Study on the impact of spectral variability in brain-computer interface. - Kavitha P. Thomas; Cuntai Guan; Chiew Tong Lau; A. Prasad Vinod 001 (ISCAS, 2010)

An Evolving Type-2 Neural Fuzzy Inference System. - Sau Wai Tung; Chai Quek; Cuntai Guan (PRICAI, 2010)

An EEG-Based BCI System for 2-D Cursor Control by Combining Mu/Beta Rhythm and P300 Potential. - Yuanqing Li 001; Jinyi Long; Tianyou Yu; Zhuliang Yu; Chuanchu Wang; Haihong Zhang; Cuntai Guan (IEEE Trans. Biomed. Eng., 2010)

Regularized Common Spatial Pattern With Aggregation for EEG Classification in Small-Sample Setting. - Haiping Lu; How-Lung Eng; Cuntai Guan; Konstantinos N. Plataniotis; Anastasios N. Venetsanopoulos (IEEE Trans. Biomed. Eng., 2010)

A Wavelet-CSP method to classify hand movement directions in EEG based BCI system. - Neethu Robinson; A. Prasad Vinod 001; Cuntai Guan; Kai Keng Ang; Keng Peng Tee (ICICS, 2011)

Composite Filter Bank Common Spatial Pattern for motor imagery-based Brain-Computer Interface. - Kai Keng Ang; Zhengyang Chin; Haihong Zhang; Cuntai Guan (CCMB, 2011)

Calibrating EEG-based motor imagery brain-computer interface from passive movement. - Kai Keng Ang; Cuntai Guan; Chuanchu Wang; Kok Soon Phua; Adrian Hock Guan Tan; Zheng Yang Chin (EMBC, 2011)

Artifact removal for intracranial pressure monitoring signals: A robust solution with signal decomposition. - Mengling Feng; Liang Yu Loy; Feng Zhang; Cuntai Guan (EMBC, 2011)

iSyNCC: An intelligent system for patient monitoring & clinical decision support in Neuro-Critical-Care. - Mengling Feng; Zhuo Zhang 001; Feng Zhang; Yu Ge 001; Liang Yu Loy; Kuralmani Vellaisamy; Wenyuan Guo; Pei Loon Chin; Nicolas Kon Kam King; Beng Ti Ang; Cuntai Guan (EMBC, 2011)

Artificial neural network based intracranial pressure mean forecast algorithm for medical decision support. - Feng Zhang; Mengling Feng; Sinno Jialin Pan; Liang Yu Loy; Wenyuan Guo; Zhuo Zhang 001; Pei Loon Chin; Cuntai Guan; Nicolas Kon Kam King; Beng Ti Ang (EMBC, 2011)

FAPOP: Feature analysis enhanced pseudo outer-product fuzzy rule identification system. - Sau Wai Tung; Chai Quek; Cuntai Guan (FUZZ-IEEE, 2011)

Spatially sparsed Common Spatial Pattern to improve BCI performance. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Hiok Chai Quek (ICASSP, 2011)

Real coded GA-based SVM for motor imagery classification in a Brain-Computer Interface. - Atieh Bamdadian; Cuntai Guan; Kai Keng Ang; Jianxin Xu 001 (ICCA, 2011)

Filter Bank Common Spatial Pattern (FBCSP) algorithm using online adaptive and semi-supervised learning. - Kai Keng Ang; Zhengyang Chin; Haihong Zhang; Cuntai Guan (IJCNN, 2011)

Filter Bank Feature Combination (FBFC) approach for brain-computer interface. - Zhengyang Chin; Kai Keng Ang; Cuntai Guan; Chuanchu Wang; Haihong Zhang (IJCNN, 2011)

A linear discriminant analysis method based on mutual information maximization. - Haihong Zhang; Cuntai Guan; Yuanqing Li 001 (Pattern Recognit., 2011)

Optimizing the Channel Selection and Classification Accuracy in EEG-Based BCI. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (IEEE Trans. Biomed. Eng., 2011)

Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms. - Fabien Lotte; Cuntai Guan (IEEE Trans. Biomed. Eng., 2011)

SaFIN: A Self-Adaptive Fuzzy Inference Network. - Sau Wai Tung; Chai Quek; Cuntai Guan (IEEE Trans. Neural Networks, 2011)

Optimum Spatio-Spectral Filtering Network for Brain-Computer Interface. - Haihong Zhang; Zhengyang Chin; Kai Keng Ang; Cuntai Guan; Chuanchu Wang (IEEE Trans. Neural Networks, 2011)

Transcranial direct current stimulation and EEG-based motor imagery BCI for upper limb stroke rehabilitation. - Kai Keng Ang; Cuntai Guan; Kok Soon Phua; Chuanchu Wang; Irvin Teh; Chang Wu Chen; Effie Chew (EMBC, 2012)

Omitting the intra-session calibration in EEG-based brain computer interface used for stroke rehabilitation. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (EMBC, 2012)

Online semi-supervised learning with KL distance weighting for Motor Imagery-based BCI. - Atieh Bamdadian; Cuntai Guan; Kai Keng Ang; Jianxin Xu 001 (EMBC, 2012)

Utilization of temporal information for intracranial pressure development trend forecasting in traumatic brain injury. - Mengling Feng; Zhuo Zhang 001; Cuntai Guan; David R. Hardoon; Nicolas Kon Kam King; Boon Chuan Pang; Beng Ti Ang (EMBC, 2012)

Speaking mode recognition from functional Near Infrared Spectroscopy. - Christian Herff; Felix Putze; Dominic Heger; Cuntai Guan; Tanja Schultz (EMBC, 2012)

Impact of obstructive sleep apnea on sleep-wake stage ratio. - Andrew Keong Ng; Cuntai Guan (EMBC, 2012)

Prefrontal cortical activation during arithmetic processing differentiated by cultures: A preliminary fNIRS study. - Juanghong Yu; Yaozhang Pan; Kai Keng Ang; Cuntai Guan; Darren J. Leamy (EMBC, 2012)

Extracting effective features from high density nirs-based BCI for assessing numerical cognition. - Kai Keng Ang; Juanhong Yu; Cuntai Guan (ICASSP, 2012)

Multi-frequency band common spatial pattern with sparse optimization in Brain-Computer Interface. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (ICASSP, 2012)

Fast emotion detection from EEG using asymmetric spatial filtering. - Dong Huang; Haihong Zhang; Kai Keng Ang; Cuntai Guan; Yaozhang Pan; Chuanchu Wang; Juanhong Yu (ICASSP, 2012)

Cluster impurity and forward-backward error maximization-based active learning for EEG signals classification. - Huijuan Yang; Cuntai Guan; Kai Keng Ang; Yaozhang Pan; Haihong Zhang (ICASSP, 2012)

Cross-Subject Classification of Speaking Modes Using fNIRS. - Christian Herff; Dominic Heger; Felix Putze; Cuntai Guan; Tanja Schultz (ICONIP (2), 2012)

Artifact correction with robust statistics for non-stationary intracranial pressure signal monitoring. - Mengling Feng; Liang Yu Loy; Kelvin Sim; Clifton Phua; Feng Zhang; Cuntai Guan (ICPR, 2012)

Iterative clustering and support vectors-based high-confidence query selection for motor imagery EEG signals classification. - Huijuan Yang; Cuntai Guan; Kai Keng Ang; Haihong Zhang; Chuanchu Wang (ICPR, 2012)

Online ICP forecast for patients with traumatic brain injury. - Feng Zhang; Mengling Feng; Liang Yu Loy; Zhuo Zhang 001; Cuntai Guan (ICPR, 2012)

Extracting and selecting discriminative features from high density NIRS-based BCI for numerical cognition. - Kai Keng Ang; Juanhong Yu; Cuntai Guan (IJCNN, 2012)

Robust EEG channel selection across sessions in brain-computer interface involving stroke patients. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (IJCNN, 2012)

Asymmetric Spatial Pattern for EEG-based emotion detection. - Dong Huang; Cuntai Guan; Kai Keng Ang; Haihong Zhang; Yaozhang Pan (IJCNN, 2012)

Dynamically Weighted Classification with Clustering to tackle non-stationarity in Brain computer Interfacing. - Sidath Ravindra Liyanage; Cuntai Guan; Haihong Zhang; Kai Keng Ang; Jian-Xin Xu 001; Tong Heng Lee (IJCNN, 2012)

Seizure detection based on spatiotemporal correlation and frequency regularity of scalp EEG. - Yaozhang Pan; Cuntai Guan; Kai Keng Ang; Kok Soon Phua; Huijuan Yang; Dong Huang; Shih-Hui Lim (IJCNN, 2012)

A modified Wavelet-Common Spatial Pattern method for decoding hand movement directions in brain computer interfaces. - Neethu Robinson; A. Prasad Vinod 001; Cuntai Guan; Kai Keng Ang; Keng Peng Tee (IJCNN, 2012)

Traffic modeling and identification using a Self-adaptive Fuzzy Inference Network. - Sau Wai Tung; Chai Quek; Cuntai Guan (IJCNN, 2012)

Dynamic initiation and dual-tree complex wavelet feature-based classification of motor imagery of swallow EEG signals. - Huijuan Yang; Cuntai Guan; Kai Keng Ang; Chuanchu Wang; Kok Soon Phua; Juanhong Yu (IJCNN, 2012)

SoHyFIS-Yager: A self-organizing Yager based Hybrid neural Fuzzy Inference System. - Sau Wai Tung; Chai Quek; Cuntai Guan (Expert Syst. Appl., 2012)

Mutual information-based selection of optimal spatial-temporal patterns for single-trial EEG-based BCIs. - Kai Keng Ang; Zhengyang Chin; Haihong Zhang; Cuntai Guan (Pattern Recognit., 2012)

Brain-computer interface for stroke rehabilitation with clinical studies. - Cuntai Guan (BCI, 2013)

Navigation in a virtual environment using multiclass motor imagery Brain-Computer Interface. - Zhengyang Chin; Kai Keng Ang; Chuanchu Wang; Cuntai Guan (CCMB, 2013)

Neural representation and identification of reaching targets by spike trains in motor cortex. - Zhiming Xu; Kai Keng Ang; Cuntai Guan; Huynh Thai Hoa (CCMB, 2013)

A novel hand strength assessment method integrated into haptic knob for stroke rehabilitation. - Longjiang Zhou; Kai Keng Ang; Chuanchu Wang; Kok Soon Phua; Cuntai Guan (CIRAT, 2013)

A clinical study of motor imagery BCI performance in stroke by including calibration data from passive movement. - Kai Keng Ang; Cuntai Guan; Karen Sui Geok Chua; Kok Soon Phua; Chuanchu Wang; Zheng Yang Chin; Longjiang Zhou; Ka Yin Tang; Gopal Joseph Ephraim Joseph; Christopher Wee Keong Kuah (EMBC, 2013)

Improving session-to-session transfer performance of motor imagery-based BCI using adaptive extreme learning machine. - Atieh Bamdadian; Cuntai Guan; Kai Keng Ang; Jianxin Xu 001 (EMBC, 2013)

Optimizing low-frequency common spatial pattern features for multi-class classification of hand movement directions. - Andrew Keong Ng; Kai Keng Ang; Keng Peng Tee; Cuntai Guan (EMBC, 2013)

Estimation of glance from EEG for cursor control. - Tele Tan; Jan Philipp Hakenberg; Cuntai Guan (EMBC, 2013)

Design of an online EEG based neurofeedback game for enhancing attention and memory. - Kavitha P. Thomas; A. Prasad Vinod 001; Cuntai Guan (EMBC, 2013)

Motor imagery BCI for upper limb stroke rehabilitation: An evaluation of the EEG recordings using coherence analysis. - Sau Wai Tung; Cuntai Guan; Kai Keng Ang; Kok Soon Phua; Chuanchu Wang; Ling Zhao 007; Wei Peng Teo; Effie Chew (EMBC, 2013)

Feature consistency-based model adaptation in session-to-session classification: A study using motor imagery of swallow EEG signals. - Huijuan Yang; Cuntai Guan; Kai Keng Ang; Chuanchu Wang; Kok Soon Phua; Christina Tang Ka Yin; Longjiang Zhou (EMBC, 2013)

Joint spatial-temporal filter design for analysis of motor imagery EEG. - Xinyang Li; Haihong Zhang; Cuntai Guan; S. H. Ong 001; Yaozhang Pan; Kai Keng Ang (ICASSP, 2013)

Error entropy based adaptive kernel classification for non-stationary EEG analysis. - Sidath Ravindra Liyanage; Cuntai Guan; Haihong Zhang; Kai Keng Ang; Jian-Xin Xu 001; Tong Heng Lee (ICASSP, 2013)

Neural decoding of movement targets by unsorted spike trains. - Zhiming Xu; Kai Keng Ang; Cuntai Guan (ICASSP, 2013)

Maximum dependency and minimum redundancy-based channel selection for motor imagery of walking EEG signal detection. - Huijuan Yang; Cuntai Guan; Chuanchu Wang; Kai Keng Ang (ICASSP, 2013)

Hand Movement Trajectory Reconstruction from EEG for Brain-Computer Interface Systems. - Neethu Robinson; A. Prasad Vinod 001; Cuntai Guan (SMC, 2013)

eT2FIS: An Evolving Type-2 Neural Fuzzy Inference System. - Sau Wai Tung; Chai Quek; Cuntai Guan (Inf. Sci., 2013)

Brain-Computer Interface in Stroke Rehabilitation. - Kai Keng Ang; Cuntai Guan (J. Comput. Sci. Eng., 2013)

EEG Data Space Adaptation to Reduce Intersession Nonstationarity in Brain-Computer Interface. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (Neural Comput., 2013)

Discriminative Learning of Propagation and Spatial Pattern for Motor Imagery EEG Analysis. - Xinyang Li; Haihong Zhang; Cuntai Guan; Sim Heng Ong; Kai Keng Ang; Yaozhang Pan (Neural Comput., 2013)

Quantifying Limb Movements in Epileptic Seizures Through Color-Based Video Analysis. - Haiping Lu; Yaozhang Pan; Bappaditya Mandal; How-Lung Eng; Cuntai Guan; Derrick Wei Shih Chan (IEEE Trans. Biomed. Eng., 2013)

EEG-Based Classification of Fast and Slow Hand Movements Using Wavelet-CSP Algorithm. - Neethu Robinson; A. Prasad Vinod 001; Kai Keng Ang; Keng Peng Tee; Cuntai Guan (IEEE Trans. Biomed. Eng., 2013)

Optimizing Spatial Filters by Minimizing Within-Class Dissimilarities in Electroencephalogram-Based Brain-Computer Interface. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (IEEE Trans. Neural Networks Learn. Syst., 2013)

Bayesian Learning for Spatial Filtering in an EEG-Based Brain-Computer Interface. - Haihong Zhang; Huijuan Yang; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2013)

Brain-computer interface for neurorehabilitation: Looking beyond upper limbs. - Cuntai Guan; Huijuan Yang; Kai Keng Ang; Kok Soon Phua; Juanhong Yu; Chuanchu Wang; Karen Sui Geok Chua; Effie Chew (BCI, 2014)

Single-trial classification of NIRS data from prefrontal cortex during working memory tasks. - Kai Keng Ang; Juanhong Yu; Cuntai Guan (EMBC, 2014)

Discriminative channel addition and reduction for filter bank common spatial pattern in motor imagery BCI. - Zheng Yang Chin; Kai Keng Ang; Chuanchu Wang; Cuntai Guan (EMBC, 2014)

Spatial filter adaptation based on the divergence framework for motor imagery EEG classification. - Xinyang Li; Cuntai Guan; Kai Keng Ang; Haihong Zhang; Sim Heng Ong (EMBC, 2014)

On the asynchronously continuous control of mobile robot movement by motor cortical spiking activity. - Zhiming Xu; Rosa Q. So; Kyaw Kyar Toe; Kai Keng Ang; Cuntai Guan (EMBC, 2014)

Selection of effective EEG channels in brain computer interfaces based on inconsistencies of classifiers. - Huijuan Yang; Cuntai Guan; Kai Keng Ang; Kok Soon Phua; Chuanchu Wang (EMBC, 2014)

Cortical activation of passive hand movement using Haptic Knob: A preliminary multi-channel fNIRS study. - Juanhong Yu; Kai Keng Ang; Huijuan Yang; Cuntai Guan (EMBC, 2014)

Automatic sleep onset detection using single EEG sensor. - Zhuo Zhang 001; Cuntai Guan; Ti-Eu Chan; Juanhong Yu; Andrew Keong Ng; Haihong Zhang; Chee Keong Kwoh 001 (EMBC, 2014)

Detection of variations in cognitive workload using multi-modality physiological sensors and a large margin unbiased regression machine. - Haihong Zhang; Yongwei Zhu; Maniyeri Jayachandran; Cuntai Guan (EMBC, 2014)

Heart rate estimation from FBG sensors using cepstrum analysis and sensor fusion. - Yongwei Zhu; Victor Foo Siang Fook; Emily Hao Jianzhong; Maniyeri Jayachandran; Cuntai Guan; Haihong Zhang; Eugene Phua Jiliang; Jit Biswas (EMBC, 2014)

Spatio-temporal variations in hand movement trajectory based brain activation patterns. - Neethu Robinson; A. Prasad Vinod 001; Cuntai Guan (ICARCV, 2014)

Spatial filter adaptation based on geodesic-distance for motor EEG classification. - Xinyang Li; Cuntai Guan; Kai Keng Ang; Haihong Zhang; Sim Heng Ong (IJCNN, 2014)

Information processing of optical sensor data in ambient applications. - Jit Biswas; Yongwei Zhu; Haihong Zhang; Maniyeri Jayachandran; Zhihao Chen 002; Cuntai Guan (ISSNIP, 2014)

Evaluation of EEG features during overt visual attention during neurofeedback game. - Kavitha P. Thomas; A. Prasad Vinod 001; Cuntai Guan (SMC, 2014)

A BCI speller based on SSVEP using high frequency stimuli design. - Dong-Ok Won; Haihong Zhang; Cuntai Guan; Seong-Whan Lee (SMC, 2014)

Quality assessment of EEG signals based on statistics of signal fluctuations. - Huijuan Yang; Cuntai Guan; Kai Keng Ang; Kok Soon Phua; Chuanchu Wang (SMC, 2014)

Mutual information-based optimization of sparse spatio-spectral filters in brain-computer interface. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Chai Quek (Neural Comput. Appl., 2014)

Spatial filter subspace optimization based on mutual information. - Xinyang Li; Cuntai Guan; Kai Keng Ang; Haihong Zhang (ICICS, 2015)

Shrinkage estimator based regularization for EEG motor imagery classification. - H. Vikram Shenoy; A. Prasad Vinod 001; Cuntai Guan (ICICS, 2015)

A measurement of motor recovery for motor imagery-based BCI using EEG coherence analysis. - Sau Wai Tung; Cuntai Guan; Kai Keng Ang; Kok Soon Phua; Chuanchu Wang; Christopher Wee Keong Kuah; Karen Sui Geok Chua; Yee Sien Ng; Ling Zhao 007; Effie Chew (ICICS, 2015)

Brain-computer interface and its applications in cognitive training. - Cuntai Guan; Tih Shih Lee; Choon Guan Lim; Daniel Fung; Ranga Krishnan (BCI, 2015)

Combining firing rate and spike-train synchrony features in the decoding of motor cortical activity. - Gabriel Chew; Kai Keng Ang; Rosa Q. So; Zhiming Xu; Cuntai Guan (EMBC, 2015)

An analysis on driver drowsiness based on reaction time and EEG band power. - Ruyi Foong; Kai Keng Ang; Chai Quek; Cuntai Guan; Aung Aung Phyo Wai (EMBC, 2015)

Combining EPI and motion correction for fMRI human brain images with big motion. - Zhongkang Lu; Kok Soon Phua; Weimin Huang 002; Xin Hong; Fatima Ali Nasrallah; Kai-Hsiang Chuang; Cuntai Guan (EMBC, 2015)

EC-PC spike detection for high performance brain-computer interface. - Wing-Kin Tam; Rosa Q. So; Cuntai Guan; Zhi Yang 002 (EMBC, 2015)

Frame-based compressive sensing MR image reconstruction with balanced regularization. - Shoulie Xie; Cuntai Guan; Weimin Huang 002; Zhongkang Lu (EMBC, 2015)

On the use of convolutional neural networks and augmented CSP features for multi-class motor imagery of EEG signals classification. - Huijuan Yang; Siavash Sakhavi; Kai Keng Ang; Cuntai Guan (EMBC, 2015)

Reduction in time-to-sleep through EEG based brain state detection and audio stimulation. - Zhuo Zhang 001; Cuntai Guan; Ti-Eu Chan; Juanhong Yu; Aung Aung Phyo Wai; Chuanchu Wang; Haihong Zhang (EMBC, 2015)

An ocular artefacts correction method for discriminative EEG analysis based on logistic regression. - Xinyang Li; Cuntai Guan; Kai Keng Ang; Chuanchu Wang; Zhengyang Chin; Haihong Zhang; Choon Guan Lim; Tih Shih Lee (EUSIPCO, 2015)

Parallel convolutional-linear neural network for motor imagery classification. - Siavash Sakhavi; Cuntai Guan; Shuicheng Yan (EUSIPCO, 2015)

Fast TVL1-L2 MR image reconstruction using variable splitting and accelerated alternating direction method with adaptive restart. - Shoulie Xie; Cuntai Guan; Weimin Huang 002; Zhongkang Lu (DSP, 2015)

On robust extraction of pulse transit time from multimodal pulsatile signals. - Yongwei Zhu; Haihong Zhang; Cuntai Guan (DSP, 2015)

Stress level detection using double-layer subband filter. - Tin Lay Nwe; Qianli Xu; Cuntai Guan; Bin Ma 001 (INTERSPEECH, 2015)

Towards improvement of MI-BCI performance of subjects with BCI deficiency. - Atieh Bamdadian; Cuntai Guan; Kai Keng Ang; Jianxin Xu 001 (NER, 2015)

Neural representations of movement intentions during brain-controlled self-motion. - Rosa Q. So; Zhiming Xu; Camilo Libedinsky; Kyaw Kyar Toe; Kai Keng Ang; Shih-Cheng Yen; Cuntai Guan (NER, 2015)

Motor cortical adaptation induced by closed-loop BCI. - Zhiming Xu; Cuntai Guan; Rosa Q. So; Kai Keng Ang; Kyaw Kyar Toe (NER, 2015)

Cortical Source Localization for Analysing Single-Trial Motor Imagery EEG. - Vikram Shenoy Handiru; A. Prasad Vinod 001; Cuntai Guan (SMC, 2015)

Brain-Computer Interface for Neurorehabilitation of Upper Limb After Stroke. - Kai Keng Ang; Cuntai Guan (Proc. IEEE, 2015)

Cluster-Based Analysis for Personalized Stress Evaluation Using Physiological Signals. - Qianli Xu; Tin Lay Nwe; Cuntai Guan (IEEE J. Biomed. Health Informatics, 2015)

Adaptation in motor imagery brain-computer interfaces and its implication in rehabilitation. - Cuntai Guan (BCI, 2016)

Multi-direction hand movement classification using EEG-based source space analysis. - Vikram Shenoy Handiru; A. Prasad Vinod 001; Cuntai Guan (EMBC, 2016)

Adaptive decoding using local field potentials in a brain-machine interface. - Rosa Q. So; Camilo Libedinsky; Kai Keng Ang; Wee Chiek Clement Lim; Kyaw Kyar Toe; Cuntai Guan (EMBC, 2016)

Multiway analysis of EEG artifacts based on Block Term Decomposition. - Sim Kuan Goh; Hussein A. Abbass; Kay Chen Tan; Abdullah Al Mamun 002; Cuntai Guan; Chuanchu Wang (IJCNN, 2016)

High-resolution in vivo Wistar rodent brain atlas based on T1 weighted image. - Su Huang; Zhongkang Lu; Weimin Huang 002; Sankar Seramani; Boominathan Ramasamy; Sakthivel Sekar; Cuntai Guan; Kishore Kumar Bhakoo (Biomedical Applications in Molecular, Structural, and Functional Imaging, 2016)

A novel supervised locality sensitive Factor analysis to classify voluntary hand movement in multi direction using EEG source space. - Vikram Shenoy Handiru; A. Prasad Vinod 001; Cuntai Guan (SMC, 2016)

Computational Intelligence for Brain Computer Interface [Guest Editorial]. - Hussein A. Abbass; Cuntai Guan; Kay Chen Tan (IEEE Comput. Intell. Mag., 2016)

Detecting and tracking multiple directional movements in EEG based BCI. - Cuntai Guan; Neethu Robinson; Vikram Shenoy Handiru; A. Prasad Vinod 001 (BCI, 2017)

Personalized features for attention detection in children with Attention Deficit Hyperactivity Disorder. - Fatemeh Fahimi; Cuntai Guan; Wooi Boon Goh; Kai Keng Ang; Choon Guan Lim; Tih Shih Lee (EMBC, 2017)

Stop state classification in intracortical brain-machine-interface. - Tze Hui Koh; Camilo Libedinsky; Cuntai Guan; Kai Keng Ang; Rosa Q. So (EMBC, 2017)

Boosting performance in brain-machine interface by classifier-level fusion based on accumulative training models from multi-day data. - Huijuan Yang; Camilo Libedinsky; Cuntai Guan; Kai Keng Ang; Rosa Q. So (EMBC, 2017)

The P300 BCI: on its Way to End-Users? - Andrea Kübler; Klaus-Robert Müller; Cuntai Guan (GBCIC, 2017)

Use of wavelet transform coefficients for spike detection for a Robust Intracortical Brain Machine Interface. - Gary C. F. Lee; Camilo Libedinsky; Cuntai Guan; Rosa Q. So (NER, 2017)

A comparison of DTI pre-processing tools on a dataset of chronic subcortical stroke rehabilitation patients. - Zhongkang Lu; Weimin Huang 002; Cuntai Guan (NER, 2017)

Convolutional neural network-based transfer learning and knowledge distillation using multi-subject data in motor imagery BCI. - Siavash Sakhavi; Cuntai Guan (NER, 2017)

Effects of transcranial direct current stimulation on the motor-imagery brain-computer interface for stroke recovery: An EEG source-space study. - Vikram Shenoy Handiru; A. Prasad Vinod 001; Kai Keng Ang; Effie Chew; Cuntai Guan (SMC, 2017)

Facilitating motor imagery-based brain-computer interface for stroke patients using passive movement. - Mahnaz Arvaneh; Cuntai Guan; Kai Keng Ang; Tomás E. Ward; Karen Sui Geok Chua; Christopher Wee Keong Kuah; Gopal Joseph Ephraim Joseph; Kok Soon Phua; Chuanchu Wang (Neural Comput. Appl., 2017)

Discriminative Ocular Artifact Correction for Feature Learning in EEG Analysis. - Xinyang Li; Cuntai Guan; Haihong Zhang; Kai Keng Ang (IEEE Trans. Biomed. Eng., 2017)

Automatic EEG Artifact Removal Techniques by Detecting Influential Independent Components. - Sim Kuan Goh; Hussein A. Abbass; Kay Chen Tan; Abdullah Al Mamun 002; Chuanchu Wang; Cuntai Guan (IEEE Trans. Emerg. Top. Comput. Intell., 2017)

A New Variational Method for Bias Correction and Its Applications to Rodent Brain Extraction. - Huibin Chang; Weimin Huang 002; Chunlin Wu; Su Huang; Cuntai Guan; Sakthivel Sekar; Kishore Kumar Bhakoo; Yuping Duan (IEEE Trans. Medical Imaging, 2017)

A Unified Fisher's Ratio Learning Method for Spatial Filter Optimization. - Xinyang Li; Cuntai Guan; Haihong Zhang; Kai Keng Ang (IEEE Trans. Neural Networks Learn. Syst., 2017)

A Single-Trial Event-Related Potential Estimation Based on Independent Component Analysis and Kalman Smoother. - Jingwei Zhang; Luzheng Bi; Jinling Lian; Cuntai Guan (AIM, 2018)

Motor Imagery EEG Recognition Based on FBCSP and PCA. - Banghua Yang; Jianzhen Tang; Cuntai Guan; Bo Li (BICS, 2018)

A Study of the Role of Attention in Classifying Covert and Overt Motor Activities. - Banghua Yang; Jinlong Wang; Cuntai Guan; Chenxiao Hu; Jianguo Wang (BICS, 2018)

Differential Amplitude of Low-Frequency Fluctuations in brain networks after BCI Training with and without tDCS in Stroke. - Mengjiao Hu; Fang Ji; Zhongkang Lu; Weimin Huang 002; Reza Khosrowabadi; Ling Zhao 007; Kai Keng Ang; Kok Soon Phua; Fatima Ali Nasrallah; Kai-Hsiang Chuang; Mary C. Stephenson; John J. Totman; et al. (EMBC, 2018)

Quantitative EEG as Biomarkers for the Monitoring of Post-Stroke Motor Recovery in BCI and tDCS Rehabilitation. - Ravikiran Mane; Effie Chew; Kok Soon Phua; Kai Keng Ang; A. Prasad Vinod 001; Cuntai Guan (EMBC, 2018)

Spectrum and Phase Adaptive CCA for SSVEP-based Brain Computer Interface. - Zhuo Zhang 001; Chuanchu Wang; Kai Keng Ang; Aung Aung Phyo Wai; Cuntai Guan (EMBC, 2018)

Neural Indexes of Attention Extracted from EEG Correlate with Elderly Reaction Time in response to an Attentional Task. - Fatemeh Fahimi; Wooi Boon Goh; Tih Shih Lee; Cuntai Guan (ICCSE, 2018)

A Study of SSVEP Responses in Case of Overt and Covert Visual Attention with Different View Angles. - Aung Aung Phyo Wai; Zhiyan Goh; Shi De Foo; Cuntai Guan (SMC, 2018)

EEG predicts the attention level of elderly measured by RBANS. - Fatemeh Fahimi; Wooi Boon Goh; Tih Shih Lee; Cuntai Guan (Int. J. Crowd Sci., 2018)

Robust Nonlinear Causality Analysis of Nonstationary Multivariate Physiological Time Series. - Tim Schäck; Michael Muma; Mengling Feng; Cuntai Guan; Abdelhak M. Zoubir (IEEE Trans. Biomed. Eng., 2018)

Learning Temporal Information for Brain-Computer Interface Using Convolutional Neural Networks. - Siavash Sakhavi; Cuntai Guan; Shuicheng Yan (IEEE Trans. Neural Networks Learn. Syst., 2018)

Towards EEG Generation Using GANs for BCI Applications. - Fatemeh Fahimi; Zhuo Zhang 001; Wooi Boon Goh; Kai Keng Ang; Cuntai Guan (BHI, 2019)

Three-class Motor Imagery Classification Based on FBCSP Combined with Voting Mechanism. - Bo Li; Banghua Yang; Cuntai Guan; Chenxiao Hu (CIVEMSA, 2019)

Motor imagery signal classification based on transfer learning. - Banghua Yang; Minmin Zheng; Cuntai Guan; Li Bo (CIVEMSA, 2019)

A Framework on Optimization Strategy for EEG Motor Imagery Recognition. - Banghua Yang; Chengcheng Fan; Cuntai Guan; Xuelin Gu; Minmin Zheng (EMBC, 2019)

Exploring Cortex Connectivity Signal in Sensory Response to Odors. - Zhuo Zhang 001; Haihong Zhang; Lu Zhang 059; Cuntai Guan (EMBC, 2019)

Intracortical Activity decoding of motor imagery based on Deep Convolutional Neural Network: a Pilot Study. - Duo Chen; Rosa Q. So; Yi Ding 012; Cuntai Guan (GBCIC, 2019)

Motor-Controlled Spindle (MCS) Detection for Primate in BCI System. - Duo Chen; Rosa Q. So; Yi Ding 012; Cuntai Guan (NER, 2019)

Improving the Performance of SSVEP BCI with Short Response Time by Temporal Alignments Enhanced CCA. - Aung Aung Phyo Wai; Min-Ho Lee; Seong-Whan Lee; Cuntai Guan (NER, 2019)

A Comparative Study of Mental States in 2D and 3D Virtual Environments Using EEG. - Pinar Bilgin; Kat Agres; Neethu Robinson; Aung Aung Phyo Wai; Cuntai Guan (SMC, 2019)

EEG Representation in Deep Convolutional Neural Networks for Classification of Motor Imagery. - Neethu Robinson; Seong-Whan Lee; Cuntai Guan (SMC, 2019)

A review on EMG-based motor intention prediction of continuous human upper limb motion for human-robot collaboration. - Luzheng Bi; Feleke Aberham Genetu; Cuntai Guan (Biomed. Signal Process. Control., 2019)

Machine learning-guided synthesis of advanced inorganic materials. - Bijun Tang; Yuhao Lu; Jiadong Zhou; Han Wang; Prafful Golani; Manzhang Xu; Quan Xu; Cuntai Guan; Zheng Liu (CoRR, 2019)

A Survey on Explainable Artificial Intelligence (XAI): Towards Medical XAI. - Erico Tjoa; Cuntai Guan (CoRR, 2019)

Machine learning driven synthesis of few-layered WTe2. - Manzhang Xu; Bijun Tang; Chao Zhu 005; Yuhao Lu; Chao Zhu 006; Lu Zheng; Jingyu Zhang; Nannan Han; Yuxi Guo; Jun Di; Pin Song; Yongmin He; et al. (CoRR, 2019)

Enhancing the Extraction of Interpretable Information for Ischemic Stroke Imaging from Deep Neural Networks. - Erico Tjoa; Heng Guo; Yuhao Lu; Cuntai Guan (CoRR, 2019)

BCI Facilitates the Improvement of Cognitive Functions in Children and Elderly. - Cuntai Guan; Choon Guan Lim; Daniel Fung; Juan Helen Zhou; Ranga Krishnan; Tih Shih Lee (BCI, 2020)

Interpreting mechanisms of prediction for skin cancer diagnosis using multi-task learning. - Davide Coppola; Hwee Kuan Lee; Cuntai Guan (CVPR Workshops, 2020)

Brain MRI-based 3D Convolutional Neural Networks for Classification of Schizophrenia and Controls. - Mengjiao Hu; Kang Sim; Juan Helen Zhou; Xudong Jiang 001; Cuntai Guan (EMBC, 2020)

Federated Transfer Learning for EEG Signal Classification. - Ce Ju; Dashan Gao 002; Ravikiran Mane; Ben Tan; Yang Liu 165; Cuntai Guan (EMBC, 2020)

Minimizing Hybrid Dice Loss for Highly Imbalanced 3D Neuroimage Segmentation. - Yuhao Lu; Juan Helen Zhou; Cuntai Guan (EMBC, 2020)

A Multi-view CNN with Novel Variance Layer for Motor Imagery Brain Computer Interface. - Ravikiran Mane; Neethu Robinson; A. Prasad Vinod 001; Seong-Whan Lee; Cuntai Guan (EMBC, 2020)

Generalizability of EEG-based Mental Attention Modeling with Multiple Cognitive Tasks. - Aung Aung Phyo Wai; Maokang Dou; Cuntai Guan (EMBC, 2020)

Effects of Stimulus Spatial Resolution on SSVEP Responses under Overt and Covert Attention. - Aung Aung Phyo Wai; Jun Cong Lee; Tao Yang 014; Rosa Q. So; Cuntai Guan (EMBC, 2020)

Deep Learning for Neuroimaging Segmentation with a Novel Data Augmentation Strategy. - Wenshan Wu; Yuhao Lu; Ravikiran Mane; Cuntai Guan (EMBC, 2020)

Emotion Recognition with Refined Labels for Deep Learning. - Su Zhang 004; Cuntai Guan (EMBC, 2020)

TSception: A Deep Learning Framework for Emotion Detection Using EEG. - Yi Ding 012; Neethu Robinson; Qiuhao Zeng; Duo Chen; Aung Aung Phyo Wai; Tih Shih Lee; Cuntai Guan (IJCNN, 2020)

Optimizing Filter-bank Canonical Correlation Analysis for fast response SSVEP Brain-Computer Interface (BCI). - Aung Aung Phyo Wai; Heng Guo; Ying Chi; Lei Zhang 006; Xian-Sheng Hua 001; Cuntai Guan (IJCNN, 2020)

Deep Multi-Task Learning for SSVEP Detection and Visual Response Mapping. - Hong Jing Khok; Victor Teck Chang Koh; Cuntai Guan (SMC, 2020)

A Brain-Computer Interface Framework Based on Compressive Sensing and Deep Learning. - Ritu Ranjan Shrivastwa; Vikramkumar Pudi; Duo Chen; Rosa Q. So; Anupam Chattopadhyay; Cuntai Guan (IEEE Consumer Electron. Mag., 2020)

Generalization on the Enhancement of Layerwise Relevance Interpretability of Deep Neural Network. - Erico Tjoa; Cuntai Guan (CoRR, 2020)

Quantifying Explainability of Saliency Methods in Deep Neural Networks. - Erico Tjoa; Cuntai Guan (CoRR, 2020)

Brain-Computer Interface-Based Soft Robotic Glove Rehabilitation for Stroke. - Nicholas Cheng; Kok Soon Phua; Hwa Sen Lai; Pui Kit Tam; Ka Yin Tang; Cheng Kai Kei; Raye Chen-Hua Yeow; Kai Keng Ang; Cuntai Guan; Jeong Hoon Lim (IEEE Trans. Biomed. Eng., 2020)

Assessment of the Efficacy of EEG-Based MI-BCI With Visual Feedback and EEG Correlates of Mental Fatigue for Upper-Limb Stroke Rehabilitation. - Ruyi Foong; Ning Tang; Effie Chew; Karen Sui Geok Chua; Kai Keng Ang; Chai Quek; Cuntai Guan; Kok Soon Phua; Christopher Wee Keong Kuah; Deshmukh Arun Vishwanath; Lester Hon Lum Yam; Deshan Kumar Rajeswaran (IEEE Trans. Biomed. Eng., 2020)

A Context-Aware Locality Measure for Inlier Pool Enrichment in Stepwise Image Registration. - Su Zhang 004; Wanjing Zhao; Xuying Hao; Yang Yang 032; Cuntai Guan (IEEE Trans. Image Process., 2020)

Subject-Independent Brain-Computer Interfaces Based on Deep Convolutional Neural Networks. - O-Yeon Kwon; Min-Ho Lee; Cuntai Guan; Seong-Whan Lee (IEEE Trans. Neural Networks Learn. Syst., 2020)

Learning Generalized Representations of EEG between Multiple Cognitive Attention Tasks. - Yi Ding 012; Nigel Wei Jun Ang; Aung Aung Phyo Wai; Cuntai Guan (EMBC, 2021)

Hierarchical Consistency Regularized Mean Teacher for Semi-supervised 3D Left Atrium Segmentation. - Shumeng Li; Ziyuan Zhao; Kaixin Xu; Zeng Zeng; Cuntai Guan (EMBC, 2021)

Investigation on Robustness of EEG-based Brain-Computer Interfaces. - Aarthy Nagarajan; Neethu Robinson; Cuntai Guan (EMBC, 2021)

Performance Evaluation of Compressed Deep CNN for Motor Imagery Classification using EEG. - R. Vishnupriya; Neethu Robinson; Ramasubba Reddy M; Cuntai Guan (EMBC, 2021)

A Study of Visual Search based Calibration Protocol for EEG Attention Detection. - Aung Aung Phyo Wai; Jee Ern Tchen; Cuntai Guan (EMBC, 2021)

Continuous Emotion Recognition with Audio-visual Leader-follower Attentive Fusion. - Su Zhang 004; Yi Ding 012; Ziquan Wei; Cuntai Guan (ICCVW, 2021)

Time-Series Representation Learning via Temporal and Contextual Contrasting. - Emadeldeen Eldele; Mohamed Ragab 002; Zhenghua Chen; Min Wu 008; Chee Keong Kwoh 001; Xiaoli Li 001; Cuntai Guan (IJCAI, 2021)

MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels. - Ziyuan Zhao; Kaixin Xu; Shumeng Li; Zeng Zeng; Cuntai Guan (MICCAI (1), 2021)

Convolutional Neural Network Interpretability with General Pattern Theory. - Erico Tjoa; Cuntai Guan (CoRR, 2021)

A Pilot Study on Visually-Stimulated Cognitive Tasks for EEG-Based Dementia Recognition Using Frequency and Time Features. - Supavit Kongwudhikunakorn; Suktipol Kiatthaveephong; Kamonwan Thanontip; Pitshaporn Leelaarporn; Maytus Piriyajitakonkij; Thananya Charoenpattarawut; Phairot Autthasan; Rattanaphon Chaisaen; Pathitta Dujada; Thapanun Sudhawiyangkul; Cuntai Guan; Vorapun Senanarong; et al. (CoRR, 2021)

FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface. - Ravikiran Mane; Effie Chew; Karen Sui Geok Chua; Kai Keng Ang; Neethu Robinson; A. Prasad Vinod 001; Seong-Whan Lee; Cuntai Guan (CoRR, 2021)

TSception: Capturing Temporal Dynamics and Spatial Asymmetry from EEG for Emotion Recognition. - Yi Ding 012; Neethu Robinson; Qiuhao Zeng; Cuntai Guan (CoRR, 2021)

LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface. - Yi Ding 012; Neethu Robinson; Qiuhao Zeng; Cuntai Guan (CoRR, 2021)

Audio-visual Attentive Fusion for Continuous Emotion Recognition. - Su Zhang 004; Yi Ding 012; Ziquan Wei; Cuntai Guan (CoRR, 2021)

Adversarial Domain Adaptation with Self-Training for EEG-based Sleep Stage Classification. - Emadeldeen Eldele; Mohamed Ragab 002; Zhenghua Chen; Min Wu 008; Chee Keong Kwoh 001; Xiaoli Li 001; Cuntai Guan (CoRR, 2021)

Two Instances of Interpretable Neural Network for Universal Approximations. - Erico Tjoa; Cuntai Guan (CoRR, 2021)

Self Reward Design with Fine-grained Interpretability. - Erico Tjoa; Cuntai Guan (CoRR, 2021)

Neurorehabilitation From a Distance: Can Intelligent Technology Support Decentralized Access to Quality Therapy? - Olivier Lambercy; Rea Lehner; Karen Sui Geok Chua; Seng Kwee Wee; Deshan Kumar Rajeswaran; Christopher Wee Keong Kuah; Wei Tech Ang; Phyllis Liang; Domenico Campolo; Asif Hussain; Gabriel Aguirre-Ollinger; Cuntai Guan; et al. (Frontiers Robotics AI, 2021)

fMRI-SI-STBF: An fMRI-informed Bayesian electromagnetic spatio-temporal extended source imaging. - Ke Liu 008; Zhu Liang Yu; Wei Wu 022; Xun Chen; Zhenghui Gu; Cuntai Guan (Neurocomputing, 2021)

WiFi-Sleep: Sleep Stage Monitoring Using Commodity Wi-Fi Devices. - Bohan Yu; Yuxiang Wang; Kai Niu 003; Youwei Zeng; Tao Gu 001; Leye Wang; Cuntai Guan; Daqing Zhang 001 (IEEE Internet Things J., 2021)

An end-to-end 3D convolutional neural network for decoding attentive mental state. - Yangsong Zhang; Huan Cai; Li Nie; Peng Xu 001; Sirui Zhao; Cuntai Guan (Neural Networks, 2021)

Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network. - Kaishuo Zhang; Neethu Robinson; Seong-Whan Lee; Cuntai Guan (Neural Networks, 2021)

Decoding Single-Hand and Both-Hand Movement Directions From Noninvasive Neural Signals. - Jiarong Wang; Luzheng Bi; Weijie Fei; Cuntai Guan (IEEE Trans. Biomed. Eng., 2021)

DSAL: Deeply Supervised Active Learning From Strong and Weak Labelers for Biomedical Image Segmentation. - Ziyuan Zhao; Zeng Zeng; Kaixin Xu; Cen Chen 001; Cuntai Guan (IEEE J. Biomed. Health Informatics, 2021)

Generative Adversarial Networks-Based Data Augmentation for Brain-Computer Interface. - Fatemeh Fahimi; Strahinja Dosen; Kai Keng Ang; Natalie Mrachacz-Kersting; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2021)

A Survey on Explainable Artificial Intelligence (XAI): Toward Medical XAI. - Erico Tjoa; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2021)

MS-MT: Multi-scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation. - Ziyuan Zhao; Kaixin Xu; Huai Zhe Yeo; Xulei Yang; Cuntai Guan (BrainLes@MICCAI (2), 2022)

Continuous Emotion Recognition using Visual-audio-linguistic Information: A Technical Report for ABAW3. - Su Zhang 004; Ruyi An; Yi Ding 012; Cuntai Guan (CVPR Workshops, 2022)

Self-supervised Assisted Active Learning for Skin Lesion Segmentation. - Ziyuan Zhao; Wenjing Lu; Zeng Zeng; Kaixin Xu; Bharadwaj Veeravalli; Cuntai Guan (EMBC, 2022)

MMGL: Multi-Scale Multi-View Global-Local Contrastive Learning for Semi-Supervised Cardiac Image Segmentation. - Ziyuan Zhao; Jinxuan Hu; Zeng Zeng; Xulei Yang; Peisheng Qian; Bharadwaj Veeravalli; Cuntai Guan (ICIP, 2022)

ACT-NET: Asymmetric Co-Teacher Network for Semi-Supervised Memory-Efficient Medical Image Segmentation. - Ziyuan Zhao; Andong Zhu 003; Zeng Zeng; Bharadwaj Veeravalli; Cuntai Guan (ICIP, 2022)

MATN: Multi-model Attention Network for Gait Prediction from EEG. - Xi Fu; Liming Zhao; Cuntai Guan (IJCNN, 2022)

TESANet: Self-attention network for olfactory EEG classification. - Chengxuan Tong; Yi Ding 012; Kevin Junliang Lim; Zhuo Zhang 001; Haihong Zhang; Cuntai Guan (IJCNN, 2022)

Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation. - Ziyuan Zhao; Fangcheng Zhou; Zeng Zeng; Cuntai Guan; S. Kevin Zhou (MICCAI (5), 2022)

Online Adaptive CNN: a Session-to-session Transfer Learning Approach for Non-stationary EEG. - Shuailei Zhang; Dezhi Zheng; Ning Tang; Effie Chew; Rosary Yuting Lim; Kai Keng Ang; Cuntai Guan (SSCI, 2022)

Improving Deep Neural Network Classification Confidence using Heatmap-based eXplainable AI. - Erico Tjoa; Hong Jing Khok; Tushar Chouhan; Cuntai Guan (CoRR, 2022)

Deep Optimal Transport on SPD Manifolds for Domain Adaptation. - Ce Ju; Cuntai Guan (CoRR, 2022)

Decomposing 3D Neuroimaging into 2+1D Processing for Schizophrenia Recognition. - Mengjiao Hu; Xudong Jiang 001; Kang Sim; Juan Helen Zhou; Cuntai Guan (CoRR, 2022)

Brain-Controlled Multi-Robot at Servo-Control Level Based on Nonlinear Model Predictive Control. - Zhenge Yang; Luzheng Bi; Weiming Chi; Haonan Shi 003; Cuntai Guan (Complex Syst. Model. Simul., 2022)

ME-PLAN: A deep prototypical learning with local attention network for dynamic micro-expression recognition. - Sirui Zhao; Huaying Tang; Shifeng Liu; Yangsong Zhang; Hao Wang 076; Tong Xu 001; Enhong Chen; Cuntai Guan (Neural Networks, 2022)

Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition. - Su Zhang 004; Chuangao Tang; Cuntai Guan (Pattern Recognit., 2022)

MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification. - Phairot Autthasan; Rattanaphon Chaisaen; Thapanun Sudhawiyangkul; Phurin Rangpong; Suktipol Kiatthaveephong; Nat Dilokthanakul; Gun Bhakdisongkhram; Huy Phan; Cuntai Guan; Theerawit Wilaiprasitporn (IEEE Trans. Biomed. Eng., 2022)

Design a Novel BCI for Neurorehabilitation Using Concurrent LFP and EEG Features: A Case Study. - Zhao Feng; Yi Sun 008; Linze Qian; Yu Qi; Yueming Wang 001; Cuntai Guan; Yu Sun 014 (IEEE Trans. Biomed. Eng., 2022)

Robust Traffic Prediction From Spatial-Temporal Data Based on Conditional Distribution Learning. - Zeng Zeng; Wei Zhao 035; Peisheng Qian; Yingjie Zhou 001; Ziyuan Zhao; Cen Chen 002; Cuntai Guan (IEEE Trans. Cybern., 2022)

Spatio-Spectral Feature Representation for Motor Imagery Classification Using Convolutional Neural Networks. - Ji-Seon Bang; Min-Ho Lee; Siamac Fazli; Cuntai Guan; Seong-Whan Lee (IEEE Trans. Neural Networks Learn. Syst., 2022)

Efficient Representation Learning for Inner Speech Domain Generalization. - Han Wei Ng; Cuntai Guan (CAIP (1), 2023)

Multimodal Continuous Emotion Recognition: A Technical Report for ABAW5. - Su Zhang 004; Ziyuan Zhao; Cuntai Guan (CVPR Workshops, 2023)

GIGN: Learning Graph-in-graph Representations of EEG Signals for Continuous Emotion Recognition. - Yi Ding 012; Cuntai Guan (EMBC, 2023)

Gait Pattern Recognition Based on Supervised Contrastive Learning Between EEG and EMG. - Xi Fu; Cuntai Guan (EMBC, 2023)

Score-Based Data Generation for EEG Spatial Covariance Matrices: Towards Boosting BCI Performance. - Ce Ju; Reinmar Josef Kobler; Cuntai Guan (EMBC, 2023)

Continuous Erroneous Feedback Processing during Deviation from the Road within a 2D Steering Task. - Hannah S. Pulferer; Cuntai Guan; Gernot R. Müller-Putz (EMBC, 2023)

MTDN: Learning Multiple Temporal Dynamics Representation for Emotional Valence Classification with EEG. - Chengxuan Tong; Yi Ding 012; Kevin Junliang Lim; Cuntai Guan (EMBC, 2023)

SemiGNN-PPI: Self-Ensembling Multi-Graph Neural Network for Efficient and Generalizable Protein-Protein Interaction Prediction. - Ziyuan Zhao; Peisheng Qian; Xulei Yang; Zeng Zeng; Cuntai Guan; Tam Wai Leong; Xiaoli Li 001 (IJCAI, 2023)

MS-MT++: Enhanced Multi-scale Mean Teacher for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation. - Ziyuan Zhao; Ruikai Lin; Kaixin Xu; Xulei Yang; Cuntai Guan (BraTS/CrossMoDA@MICCAI, 2023)

Interpretable and Robust AI in EEG Systems: A Survey. - Xinliang Zhou; Chenyu Liu; Liming Zhai; Ziyu Jia; Cuntai Guan; Yang Liu 003 (CoRR, 2023)

TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition. - Yi Ding 012; Neethu Robinson; Su Zhang 004; Qiuhao Zeng; Cuntai Guan (IEEE Trans. Affect. Comput., 2023)

E-Key: An EEG-Based Biometric Authentication and Driving Fatigue Detection System. - Tao Xu 010; Hongtao Wang 001; Guanyong Lu; Feng Wan; Mengqi Deng; Peng Qi 001; Anastasios Bezerianos; Cuntai Guan; Yu Sun 014 (IEEE Trans. Affect. Comput., 2023)

Quantifying Explainability of Saliency Methods in Deep Neural Networks With a Synthetic Dataset. - Erico Tjoa; Cuntai Guan (IEEE Trans. Artif. Intell., 2023)

Effects of Cognitive Distraction on Upper Limb Movement Decoding From EEG Signals. - Weijie Fei; Luzheng Bi; Jiarong Wang; Shengchao Xia; Xinan Fan; Cuntai Guan (IEEE Trans. Biomed. Eng., 2023)

ADAST: Attentive Cross-Domain EEG-Based Sleep Staging Framework With Iterative Self-Training. - Emadeldeen Eldele; Mohamed Ragab 002; Zhenghua Chen; Min Wu 008; Chee-Keong Kwoh 001; Xiaoli Li 001; Cuntai Guan (IEEE Trans. Emerg. Top. Comput. Intell., 2023)

Video Based Cocktail Causal Container for Blood Pressure Classification and Blood Glucose Prediction. - Chuanhao Zhang; Emil Jovanov; Hongen Liao; Yuan-Ting Zhang; Benny Lo; Yuan Zhang 007; Cuntai Guan (IEEE J. Biomed. Health Informatics, 2023)

LE-UDA: Label-Efficient Unsupervised Domain Adaptation for Medical Image Segmentation. - Ziyuan Zhao; Fangcheng Zhou; Kaixin Xu; Zeng Zeng; Cuntai Guan; S. Kevin Zhou (IEEE Trans. Medical Imaging, 2023)

OCTAve: 2D En Face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning With Locality Augmentation. - Amrest Chinkamol; Vetit Kanjaras; Phattarapong Sawangjai; Yitian Zhao; Thapanun Sudhawiyangkul; Chantana Chantrapornchai; Cuntai Guan; Theerawit Wilaiprasitporn (IEEE Trans. Biomed. Eng., 2023)

Robust Bayesian Estimation of EEG-Based Brain Causality Networks. - Ke Liu 008; Qin Lai; Peiyang Li; Zhuliang Yu; Bin Xiao 002; Cuntai Guan; Wei Wu 022 (IEEE Trans. Biomed. Eng., 2023)

A transformer-based deep neural network model for SSVEP classification. - Jianbo Chen; Yangsong Zhang; Yudong Pan; Peng Xu 001; Cuntai Guan (Neural Networks, 2023)

μ-STAR: A novel framework for spatio-temporal M/EEG source imaging optimized by microstates. - Zhao Feng; Sujie Wang; Linze Qian; Mengru Xu; Kuijun Wu; Ioannis Kakkos; Cuntai Guan; Yu Sun 014 (NeuroImage, 2023)

Enhancing the confidence of deep learning classifiers via interpretable saliency maps. - Erico Tjoa; Hong Jing Khok; Tushar Chouhan; Cuntai Guan (Neurocomputing, 2023)

Self-Supervised Contrastive Representation Learning for Semi-Supervised Time-Series Classification. - Emadeldeen Eldele; Mohamed Ragab 002; Zhenghua Chen; Min Wu 008; Chee-Keong Kwoh 001; Xiaoli Li 001; Cuntai Guan (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification. - Ce Ju; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2023)

Brain-Computer-Brain system for individualized transcranial alternating current stimulation with concurrent EEG recording: a healthy subject pilot study. - Rosary Yuting Lim; Muyun Jiang; Kai Keng Ang; Xiaohao Lin; Cuntai Guan (EMBC, 2024)

Bi-hemisphere Interaction Convolutional Neural Network for Motor Imagery Classification. - Xiaohao Lin; Emadeldeen Eldele; Zhenghua Chen; Min Wu 008; Han Wei Ng; Cuntai Guan (EMBC, 2024)

Reconstruction of Continuous Hand Grasp Movement from EEG Using Deep Learning. - Yuting Tang; Neethu Robinson; Xi Fu; Kavitha P. Thomas; Aung Aung Phyo Wai; Cuntai Guan (EMBC, 2024)

Multi-dataset Collaborative Learning for Liver Tumor Segmentation. - Ziyuan Zhao; Renjun Cai; Kaixin Xu; Zhengji Liu; Xulei Yang; Jun Cheng 003; Cuntai Guan (EMBC, 2024)

Dual Prototypical Self-Supervised Learning for One-shot Medical Image Segmentation. - Ziyuan Zhao; Zhi Qing Ng; Zhongyao Cheng; Jiahao Wang; Xulei Yang; Hanry Yu; Cuntai Guan (EMBC, 2024)

Deep Geodesic Canonical Correlation Analysis for Covariance-Based Neuroimaging Data. - Ce Ju; Reinmar J. Kobler; Liyao Tang; Cuntai Guan; Motoaki Kawanabe (ICLR, 2024)

Ladder-of-Thought: Using Knowledge as Steps to Elevate Stance Detection. - Kairui Hu; Ming Yan 007; Wen Haw Chong; Yong Keong Yap; Cuntai Guan; Joey Tianyi Zhou; Ivor W. Tsang (IJCNN, 2024)

CASTNet: Cycle-Consistent Attention-based Network for Decoding Open/Close Hand Movement Attempts using EEG. - Han Wei Ng; Kavitha P. Thomas; Neethu Robinson; Aung Aung Phyo Wai; Leran Jenny Liang; Nishka Khendry; Aarthy Nagarajan; Cuntai Guan (IJCNN, 2024)

Self-Selecting Semi-Supervised Transformer-Attention Convolutional Network for Four Class EEG-Based Motor Imagery Decoding. - Han Wei Ng; Cuntai Guan (IROS, 2024)

SHAN: Shape Guided Network for Thyroid Nodule Ultrasound Cross-Domain Segmentation. - Ruixuan Zhang; Wenhuan Lu; Cuntai Guan; Jie Gao 008; Xi Wei 002; Xuewei Li 001 (MICCAI (4), 2024)

See, Predict, Plan: Diffusion for Procedure Planning in Robotic Surgical Videos. - Ziyuan Zhao; Fen Fang; Xulei Yang; Qianli Xu; Cuntai Guan; S. Kevin Zhou (MICCAI (6), 2024)

Unsupervised Few-Shot Adaptive Re-Learning for EEG-Based Motor Imagery Classification. - Han Wei Ng; Cuntai Guan (SMC, 2024)

EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces. - Yi Ding 012; Yong Li 032; Hao Sun; Rui Liu 034; Chengxuan Tong; Cuntai Guan (CoRR, 2024)

EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion Recognition. - Yi Ding 012; Chengxuan Tong; Shuailei Zhang; Muyun Jiang; Yong Li 032; Kevin Lim Jun Liang; Cuntai Guan (CoRR, 2024)

Revealing the spatiotemporal brain dynamics of covert speech compared with overt speech: A simultaneous EEG-fMRI study. - Wei Zhang 266; Muyun Jiang; Kok Ann Colin Teo; Raghavan Bhuvanakantham; Laiguan Fong; Wei Khang Jeremy Sim; Zhiwei Guo; Chuan Huat Vince Foo; Rong Hui Jonathan Chua; Parasuraman Padmanabhan; Victoria Leong; Jia Lu; et al. (NeuroImage, 2024)

Inter-participant transfer learning with attention based domain adversarial training for P300 detection. - Shurui Li 001; Ian Daly; Cuntai Guan; Andrzej Cichocki; Jing Jin 001 (Neural Networks, 2024)

Aggregating intrinsic information to enhance BCI performance through federated learning. - Rui Liu 034; Yuanyuan Chen; Anran Li 001; Yi Ding 012; Han Yu 001; Cuntai Guan (Neural Networks, 2024)

Subject-independent meta-learning framework towards optimal training of EEG-based classifiers. - Han Wei Ng; Cuntai Guan (Neural Networks, 2024)

Leveraging temporal dependency for cross-subject-MI BCIs by contrastive learning and self-attention. - Hao Sun; Yi Ding 012; Jianzhu Bao; Ke Qin; Chengxuan Tong; Jing Jin 001; Cuntai Guan (Neural Networks, 2024)

Machine Learning Technique Reveals Intrinsic EEG Connectivity Characteristics of Patients With Mild Stroke During Cognitive Task Performing. - Mengru Xu; Zhao Feng; Sujie Wang; Hui Gao; Jiaye Cai; Biwen Wu; Huaying Cai; Yi Sun 008; Cuntai Guan; Yu Sun 014; Xuchen Qi (IEEE Trans. Cogn. Dev. Syst., 2024)

MASA-TCN: Multi-Anchor Space-Aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition. - Yi Ding 012; Su Zhang 004; Chuangao Tang; Cuntai Guan (IEEE J. Biomed. Health Informatics, 2024)

LGGNet: Learning From Local-Global-Graph Representations for Brain-Computer Interface. - Yi Ding 012; Neethu Robinson; Chengxuan Tong; Qiuhao Zeng; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2024)

ECGAN-Assisted ResT-Net Based on Fuzziness for OSA Detection. - Zhiya Wang; Xue Pan; Zhen Mei; Zhifei Xu; Yudan Lv; Yuan Zhang 007; Cuntai Guan (IEEE Trans. Biomed. Eng., 2024)

Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective From the Time-Frequency Analysis. - Ce Ju; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2024)

Enhancing EEG-based Covert Speech Decoding through Knowledge Transfer. - Zhiwei Guo; Muyun Jiang; Chenyu Liu; Min Wu 008; Jia Lu; Balázs Gulyás; Cuntai Guan (ICASSP, 2025)

CAT-Net: A Co-Adaptive Transfer Learning Network for BCI-Assisted Neurorehabilitation. - Shuailei Zhang; Yi Ding 012; Muyun Jiang; Ning Tang; Effie Chew; Kai Keng Ang; Cuntai Guan (ICASSP, 2025)

Deep optimal transport for domain adaptation on SPD manifolds. - Ce Ju; Cuntai Guan (Artif. Intell., 2025)

Decoding olfactory response from neurophysiological signal with a multi modal deep learning framework. - Chengxuan Tong; Yi Ding 012; Aung Aung Phyo Wai; Hui Xin Joanna Chua; Xiaorong Wu; Kevin Junliang Lim; Cuntai Guan (Neural Networks, 2025)

Self-distillation with beta label smoothing-based cross-subject transfer learning for P300 classification. - Shurui Li 001; Liming Zhao; Chang Liu 102; Jing Jin 001; Cuntai Guan (Pattern Recognit., 2025)

Decoupled Doubly Contrastive Learning for Cross-Domain Facial Action Unit Detection. - Yong Li 032; Menglin Liu; Zhen Cui 001; Yi Ding 012; Yuan Zong; Wenming Zheng; Shiguang Shan; Cuntai Guan (IEEE Trans. Image Process., 2025)

Beyond Overfitting: Doubly Adaptive Dropout for Generalizable AU Detection. - Yong Li 032; Yi Ren; Xuesong Niu; Yi Ding 012; Xiu-Shen Wei; Cuntai Guan (CoRR, 2025)

EEG-Deformer: A Dense Convolutional Transformer for Brain-Computer Interfaces. - Yi Ding 012; Yong Li 032; Hao Sun; Rui Liu 034; Chengxuan Tong; Chenyu Liu; Xinliang Zhou; Cuntai Guan (IEEE J. Biomed. Health Informatics, 2025)

STARTS: A Self-Adapted Spatio-Temporal Framework for Automatic E/MEG Source Imaging. - Zhao Feng; Cuntai Guan; Ruifeng Zheng; Yu Sun 014 (IEEE Trans. Medical Imaging, 2025)

Federated Graph Neural Networks: Overview, Techniques, and Challenges. - Rui Liu 034; Pengwei Xing; Zichao Deng; Anran Li 001; Cuntai Guan; Han Yu 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

EEG2GAIT: A Hierarchical Graph Convolutional Network for EEG-based Gait Decoding. - Xi Fu; Rui Liu 034; Aung Aung Phyo Wai; Hannah S. Pulferer; Neethu Robinson; Gernot R. Müller-Putz; Cuntai Guan (CoRR, 2025)

Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer. - Muyun Jiang; Yi Ding 012; Wei Zhang 266; Kok Ann Colin Teo; Laiguan Fong; Shuailei Zhang; Zhiwei Guo; Chenyu Liu; Raghavan Bhuvanakantham; Wei Khang Jeremy Sim; Chuan Huat Vince Foo; Rong Hui Jonathan Chua; et al. (CoRR, 2025)

SPD Learning for Covariance-Based Neuroimaging Analysis: Perspectives, Methods, and Challenges. - Ce Ju; Reinmar J. Kobler; Antoine Collas; Motoaki Kawanabe; Cuntai Guan; Bertrand Thirion (CoRR, 2025)

Towards Robust Multimodal Physiological Foundation Models: Handling Arbitrary Missing Modalities. - Xi Fu; Wei-Bang Jiang; Yi Ding 012; Cuntai Guan (CoRR, 2025)

crossMoDA Challenge: Evolution of Cross-Modality Domain Adaptation Techniques for Vestibular Schwannoma and Cochlea Segmentation from 2021 to 2023. - Navodini Wijethilake; Reuben Dorent; Marina Ivory; Aaron Kujawa; Stefan Cornelissen; Patrick Langenhuizen; Mohamed Okasha; Anna Oviedova; Hexin Dong; Bogyeong Kang; Guillaume Sallé; Luyi Han; et al. (CoRR, 2025)

Zero-Shot EEG-to-Gait Decoding via Phase-Aware Representation Learning. - Xi Fu; Weibang Jiang; Rui Liu 034; Gernot R. Müller-Putz; Cuntai Guan (CoRR, 2025)

EmT: A Novel Transformer for Generalized Cross-Subject EEG Emotion Recognition. - Yi Ding 012; Chengxuan Tong; Shuailei Zhang; Muyun Jiang; Yong Li 032; Kevin Junliang Lim; Cuntai Guan (IEEE Trans. Neural Networks Learn. Syst., 2025)

AutoMAT: A Hierarchical Framework for Autonomous Alloy Discovery. - Penghui Yang 001; Chendong Zhao; Bijun Tang; Zhonghan Zhang; Xinrun Wang; Yanchen Deng; Yuhao Lu; Cuntai Guan; Zheng Liu; Bo An 001 (CoRR, 2025)

EEGDM: EEG Representation Learning via Generative Diffusion Model. - Jia Hong Puah; Sim Kuan Goh; Ziwei Zhang; Zixuan Ye; Chow Khuen Chan; Kheng Seang Lim; Si Lei Fong; Kok Sin Woon; Cuntai Guan (CoRR, 2025)